Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 44991 |
| Missing cells | 34278 |
| Missing cells (%) | 3.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 7.9 MiB |
| Average record size in memory | 184.0 B |
Variable types
| Numeric | 22 |
|---|---|
| Categorical | 1 |
Var113 is highly correlated with Var153 | High correlation |
Var81 is highly correlated with Var133 and 2 other fields | High correlation |
Var73 is highly correlated with Var125 and 2 other fields | High correlation |
Var133 is highly correlated with Var81 and 2 other fields | High correlation |
Var153 is highly correlated with Var113 and 5 other fields | High correlation |
Var6 is highly correlated with Var119 and 1 other fields | High correlation |
Var38 is highly correlated with Var81 and 2 other fields | High correlation |
Var125 is highly correlated with Var73 and 2 other fields | High correlation |
Var119 is highly correlated with Var6 and 2 other fields | High correlation |
Var76 is highly correlated with Var133 and 1 other fields | High correlation |
Var21 is highly correlated with Var6 and 2 other fields | High correlation |
Var140 is highly correlated with Var73 and 2 other fields | High correlation |
Var160 is highly correlated with Var119 and 1 other fields | High correlation |
Var13 is highly correlated with Var73 and 2 other fields | High correlation |
Var123 is highly correlated with Var153 and 1 other fields | High correlation |
Var81 is highly correlated with Var153 | High correlation |
Var133 is highly correlated with Var153 and 1 other fields | High correlation |
Var153 is highly correlated with Var81 and 3 other fields | High correlation |
Var6 is highly correlated with Var119 and 3 other fields | High correlation |
Var38 is highly correlated with Var153 | High correlation |
Var119 is highly correlated with Var6 and 3 other fields | High correlation |
Var76 is highly correlated with Var133 and 1 other fields | High correlation |
Var21 is highly correlated with Var6 and 3 other fields | High correlation |
Var160 is highly correlated with Var6 and 3 other fields | High correlation |
Var123 is highly correlated with Var6 and 3 other fields | High correlation |
Var81 is highly correlated with Var153 | High correlation |
Var73 is highly correlated with Var13 | High correlation |
Var133 is highly correlated with Var153 and 1 other fields | High correlation |
Var153 is highly correlated with Var81 and 2 other fields | High correlation |
Var6 is highly correlated with Var119 | High correlation |
Var38 is highly correlated with Var153 and 1 other fields | High correlation |
Var119 is highly correlated with Var6 and 2 other fields | High correlation |
Var76 is highly correlated with Var133 | High correlation |
Var21 is highly correlated with Var119 and 1 other fields | High correlation |
Var140 is highly correlated with Var13 | High correlation |
Var160 is highly correlated with Var119 and 1 other fields | High correlation |
Var13 is highly correlated with Var73 and 1 other fields | High correlation |
Var123 is highly correlated with Var38 | High correlation |
Var113 is highly correlated with Var153 | High correlation |
Var126 is highly correlated with Var73 | High correlation |
Var73 is highly correlated with Var126 | High correlation |
Var133 is highly correlated with Var153 and 2 other fields | High correlation |
Var153 is highly correlated with Var113 and 3 other fields | High correlation |
Var6 is highly correlated with Var119 and 3 other fields | High correlation |
Var38 is highly correlated with Var133 and 1 other fields | High correlation |
Var119 is highly correlated with Var6 and 3 other fields | High correlation |
Var76 is highly correlated with Var133 and 1 other fields | High correlation |
Var21 is highly correlated with Var6 and 3 other fields | High correlation |
Var160 is highly correlated with Var6 and 3 other fields | High correlation |
Var123 is highly correlated with Var6 and 3 other fields | High correlation |
Var126 has 13235 (29.4%) missing values | Missing |
Var81 has 520 (1.2%) missing values | Missing |
Var6 has 520 (1.2%) missing values | Missing |
Var125 has 530 (1.2%) missing values | Missing |
Var119 has 520 (1.2%) missing values | Missing |
Var94 has 17371 (38.6%) missing values | Missing |
Var21 has 520 (1.2%) missing values | Missing |
Var140 has 530 (1.2%) missing values | Missing |
Var13 has 530 (1.2%) missing values | Missing |
Var6 is highly skewed (γ1 = 20.52705486) | Skewed |
Var125 is highly skewed (γ1 = 25.48195691) | Skewed |
Var119 is highly skewed (γ1 = 22.45950376) | Skewed |
Var21 is highly skewed (γ1 = 23.7327518) | Skewed |
Var140 is highly skewed (γ1 = 53.18814161) | Skewed |
Var160 is highly skewed (γ1 = 20.52796943) | Skewed |
Var123 is highly skewed (γ1 = 28.35425188) | Skewed |
Unnamed: 0 is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
Var113 has 826 (1.8%) zeros | Zeros |
Var81 has 666 (1.5%) zeros | Zeros |
Var133 has 3848 (8.6%) zeros | Zeros |
Var153 has 2221 (4.9%) zeros | Zeros |
Var6 has 976 (2.2%) zeros | Zeros |
Var38 has 9405 (20.9%) zeros | Zeros |
Var134 has 6629 (14.7%) zeros | Zeros |
Var125 has 10134 (22.5%) zeros | Zeros |
Var119 has 1181 (2.6%) zeros | Zeros |
Var76 has 7076 (15.7%) zeros | Zeros |
Var94 has 517 (1.1%) zeros | Zeros |
Var21 has 1815 (4.0%) zeros | Zeros |
Var140 has 13090 (29.1%) zeros | Zeros |
Var160 has 3848 (8.6%) zeros | Zeros |
Var13 has 12258 (27.2%) zeros | Zeros |
Var123 has 9405 (20.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-05-17 18:08:58.453663 |
|---|---|
| Analysis finished | 2022-05-17 18:10:41.918344 |
| Duration | 1 minute and 43.46 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 44991 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24987.06599 |
| Minimum | 0 |
|---|---|
| Maximum | 49999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2474 |
| Q1 | 12475.5 |
| median | 24981 |
| Q3 | 37496.5 |
| 95-th percentile | 47479.5 |
| Maximum | 49999 |
| Range | 49999 |
| Interquartile range (IQR) | 25021 |
Descriptive statistics
| Standard deviation | 14436.09518 |
|---|---|
| Coefficient of variation (CV) | 0.5777427082 |
| Kurtosis | -1.200598346 |
| Mean | 24987.06599 |
| Median Absolute Deviation (MAD) | 12511 |
| Skewness | -0.001231727363 |
| Sum | 1124193086 |
| Variance | 208400843.9 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 2047 | 1 | < 0.1% |
| 1290 | 1 | < 0.1% |
| 36123 | 1 | < 0.1% |
| 34074 | 1 | < 0.1% |
| 38168 | 1 | < 0.1% |
| 11535 | 1 | < 0.1% |
| 9486 | 1 | < 0.1% |
| 15629 | 1 | < 0.1% |
| 13580 | 1 | < 0.1% |
| 3339 | 1 | < 0.1% |
| Other values (44981) | 44981 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 49999 | 1 | |
| 49997 | 1 | |
| 49996 | 1 | |
| 49995 | 1 | |
| 49994 | 1 | |
| 49993 | 1 | |
| 49992 | 1 | |
| 49991 | 1 | |
| 49990 | 1 | |
| 49989 | 1 |
| Distinct | 43682 |
|---|---|
| Distinct (%) | 97.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -24202.5875 |
| Minimum | -9803600 |
|---|---|
| Maximum | 9932480 |
| Zeros | 826 |
| Zeros (%) | 1.8% |
| Negative | 16369 |
| Negative (%) | 36.4% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | -9803600 |
|---|---|
| 5-th percentile | -1054086 |
| Q1 | -77701.4 |
| median | 56124.8 |
| Q3 | 157702.6 |
| 95-th percentile | 501904 |
| Maximum | 9932480 |
| Range | 19736080 |
| Interquartile range (IQR) | 235404 |
Descriptive statistics
| Standard deviation | 548663.2072 |
|---|---|
| Coefficient of variation (CV) | -22.66960949 |
| Kurtosis | 44.65747511 |
| Mean | -24202.5875 |
| Median Absolute Deviation (MAD) | 112086.8 |
| Skewness | -0.004994215668 |
| Sum | -1088898614 |
| Variance | 3.01031315 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 826 | 1.8% |
| -80196.8 | 3 | < 0.1% |
| 118363.6 | 3 | < 0.1% |
| 45211.2 | 3 | < 0.1% |
| 114611.6 | 3 | < 0.1% |
| 470800 | 2 | < 0.1% |
| 178161.2 | 2 | < 0.1% |
| 76182.4 | 2 | < 0.1% |
| 17518.56 | 2 | < 0.1% |
| 151426.4 | 2 | < 0.1% |
| Other values (43672) | 44143 |
| Value | Count | Frequency (%) |
| -9803600 | 1 | |
| -9461960 | 1 | |
| -8229480 | 1 | |
| -8127960 | 1 | |
| -8126720 | 1 | |
| -7799920 | 1 | |
| -6978480 | 1 | |
| -6974840 | 1 | |
| -6861920 | 1 | |
| -6789200 | 1 |
| Value | Count | Frequency (%) |
| 9932480 | 1 | |
| 9889560 | 1 | |
| 9823440 | 1 | |
| 9537640 | 1 | |
| 9278480 | 1 | |
| 9088200 | 1 | |
| 9024600 | 1 | |
| 8768320 | 1 | |
| 8703400 | 1 | |
| 8342920 | 1 |
Var57
Real number (ℝ≥0)
| Distinct | 24400 |
|---|---|
| Distinct (%) | 54.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.512906197 |
| Minimum | 0.0002136296 |
|---|---|
| Maximum | 7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0.0002136296 |
|---|---|
| 5-th percentile | 0.3452254 |
| Q1 | 1.7395855 |
| median | 3.51677 |
| Q3 | 5.269387 |
| 95-th percentile | 6.652318 |
| Maximum | 7 |
| Range | 6.99978637 |
| Interquartile range (IQR) | 3.5298015 |
Descriptive statistics
| Standard deviation | 2.028756578 |
|---|---|
| Coefficient of variation (CV) | 0.5775151581 |
| Kurtosis | -1.207708296 |
| Mean | 3.512906197 |
| Median Absolute Deviation (MAD) | 1.765862 |
| Skewness | -0.009551770631 |
| Sum | 158049.1627 |
| Variance | 4.115853253 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.463576 | 8 | < 0.1% |
| 1.212348 | 8 | < 0.1% |
| 2.901303 | 7 | < 0.1% |
| 4.387951 | 7 | < 0.1% |
| 2.293741 | 7 | < 0.1% |
| 6.724418 | 7 | < 0.1% |
| 3.799188 | 7 | < 0.1% |
| 3.179662 | 7 | < 0.1% |
| 6.029267 | 7 | < 0.1% |
| 4.825037 | 7 | < 0.1% |
| Other values (24390) | 44919 |
| Value | Count | Frequency (%) |
| 0.0002136296 | 2 | < 0.1% |
| 0.0006408887 | 1 | < 0.1% |
| 0.0008545183 | 5 | |
| 0.001281777 | 2 | < 0.1% |
| 0.001709037 | 1 | < 0.1% |
| 0.001922666 | 2 | < 0.1% |
| 0.002136296 | 3 | |
| 0.002349925 | 1 | < 0.1% |
| 0.002563555 | 1 | < 0.1% |
| 0.002777184 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 7 | 3 | |
| 6.999786 | 2 | |
| 6.999573 | 1 | < 0.1% |
| 6.999359 | 3 | |
| 6.999146 | 2 | |
| 6.998932 | 2 | |
| 6.998718 | 1 | < 0.1% |
| 6.998505 | 3 | |
| 6.998291 | 1 | < 0.1% |
| 6.997864 | 2 |
| Distinct | 51 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 13235 |
| Missing (%) | 29.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.131187807 |
| Minimum | -32 |
|---|---|
| Maximum | 68 |
| Zeros | 62 |
| Zeros (%) | 0.1% |
| Negative | 12742 |
| Negative (%) | 28.3% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | -32 |
|---|---|
| 5-th percentile | -30 |
| Q1 | -20 |
| median | 4 |
| Q3 | 14 |
| 95-th percentile | 42 |
| Maximum | 68 |
| Range | 100 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 23.17782501 |
|---|---|
| Coefficient of variation (CV) | 20.48981156 |
| Kurtosis | -0.4120074795 |
| Mean | 1.131187807 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.4669104235 |
| Sum | 35922 |
| Variance | 537.2115721 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 7910 | |
| -30 | 2843 | 6.3% |
| -20 | 1611 | 3.6% |
| -28 | 1380 | 3.1% |
| -22 | 1312 | 2.9% |
| -26 | 1201 | 2.7% |
| -24 | 1138 | 2.5% |
| 6 | 856 | 1.9% |
| 8 | 826 | 1.8% |
| -18 | 802 | 1.8% |
| Other values (41) | 11877 | |
| (Missing) | 13235 |
| Value | Count | Frequency (%) |
| -32 | 41 | 0.1% |
| -30 | 2843 | |
| -28 | 1380 | |
| -26 | 1201 | |
| -24 | 1138 | |
| -22 | 1312 | |
| -20 | 1611 | |
| -18 | 802 | 1.8% |
| -16 | 216 | 0.5% |
| -14 | 255 | 0.6% |
| Value | Count | Frequency (%) |
| 68 | 47 | 0.1% |
| 66 | 47 | 0.1% |
| 64 | 80 | 0.2% |
| 62 | 88 | 0.2% |
| 60 | 84 | 0.2% |
| 58 | 230 | |
| 56 | 194 | |
| 54 | 130 | |
| 52 | 72 | 0.2% |
| 50 | 133 |
| Distinct | 43042 |
|---|---|
| Distinct (%) | 96.8% |
| Missing | 520 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103084.0527 |
| Minimum | 0 |
|---|---|
| Maximum | 1814403 |
| Zeros | 666 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3160.005 |
| Q1 | 16356.96 |
| median | 73523.41 |
| Q3 | 181977 |
| 95-th percentile | 233299.65 |
| Maximum | 1814403 |
| Range | 1814403 |
| Interquartile range (IQR) | 165620.04 |
Descriptive statistics
| Standard deviation | 106272.1335 |
|---|---|
| Coefficient of variation (CV) | 1.030927003 |
| Kurtosis | 25.07977023 |
| Mean | 103084.0527 |
| Median Absolute Deviation (MAD) | 66026.8 |
| Skewness | 3.033414746 |
| Sum | 4584250907 |
| Variance | 1.129376637 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 666 | 1.5% |
| 259200 | 4 | < 0.1% |
| 202639.2 | 3 | < 0.1% |
| 183267.3 | 3 | < 0.1% |
| 234340.2 | 3 | < 0.1% |
| 226340.7 | 3 | < 0.1% |
| 5489.61 | 3 | < 0.1% |
| 33802.8 | 3 | < 0.1% |
| 181803.9 | 3 | < 0.1% |
| 218694.9 | 3 | < 0.1% |
| Other values (43032) | 43777 | |
| (Missing) | 520 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 666 | |
| 47.061 | 1 | < 0.1% |
| 90 | 1 | < 0.1% |
| 118.494 | 1 | < 0.1% |
| 123 | 1 | < 0.1% |
| 148.233 | 1 | < 0.1% |
| 153.228 | 1 | < 0.1% |
| 158.25 | 1 | < 0.1% |
| 193.5 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1814403 | 1 | |
| 1814400 | 2 | |
| 1700883 | 1 | |
| 1512264 | 1 | |
| 1430127 | 1 | |
| 1425279 | 1 | |
| 1384356 | 1 | |
| 1381638 | 1 | |
| 1380753 | 1 | |
| 1378059 | 1 |
| Distinct | 127 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.22122202 |
| Minimum | 12 |
|---|---|
| Maximum | 264 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 14 |
| Q1 | 32 |
| median | 58 |
| Q3 | 108 |
| 95-th percentile | 174 |
| Maximum | 264 |
| Range | 252 |
| Interquartile range (IQR) | 76 |
Descriptive statistics
| Standard deviation | 51.69615032 |
|---|---|
| Coefficient of variation (CV) | 0.7060268716 |
| Kurtosis | -0.1116210599 |
| Mean | 73.22122202 |
| Median Absolute Deviation (MAD) | 32 |
| Skewness | 0.8702291086 |
| Sum | 3294296 |
| Variance | 2672.491958 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16 | 1520 | 3.4% |
| 34 | 1315 | 2.9% |
| 32 | 1302 | 2.9% |
| 12 | 1294 | 2.9% |
| 14 | 1266 | 2.8% |
| 18 | 1258 | 2.8% |
| 28 | 1198 | 2.7% |
| 30 | 1172 | 2.6% |
| 58 | 1003 | 2.2% |
| 40 | 971 | 2.2% |
| Other values (117) | 32692 |
| Value | Count | Frequency (%) |
| 12 | 1294 | |
| 14 | 1266 | |
| 16 | 1520 | |
| 18 | 1258 | |
| 20 | 863 | |
| 22 | 894 | |
| 24 | 778 | |
| 26 | 852 | |
| 28 | 1198 | |
| 30 | 1172 |
| Value | Count | Frequency (%) |
| 264 | 5 | |
| 262 | 5 | |
| 260 | 5 | |
| 258 | 6 | |
| 256 | 2 | < 0.1% |
| 254 | 1 | < 0.1% |
| 252 | 2 | < 0.1% |
| 250 | 4 | |
| 248 | 6 | |
| 246 | 6 |
| Distinct | 37603 |
|---|---|
| Distinct (%) | 83.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2273571.919 |
| Minimum | 0 |
|---|---|
| Maximum | 15009900 |
| Zeros | 3848 |
| Zeros (%) | 8.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 216807.5 |
| median | 1479810 |
| Q3 | 3604725 |
| 95-th percentile | 7470425 |
| Maximum | 15009900 |
| Range | 15009900 |
| Interquartile range (IQR) | 3387917.5 |
Descriptive statistics
| Standard deviation | 2438599.587 |
|---|---|
| Coefficient of variation (CV) | 1.072585198 |
| Kurtosis | 1.27708223 |
| Mean | 2273571.919 |
| Median Absolute Deviation (MAD) | 1406715 |
| Skewness | 1.272015946 |
| Sum | 1.022902742 × 1011 |
| Variance | 5.946767944 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3848 | 8.6% |
| 9504000 | 321 | 0.7% |
| 3024000 | 138 | 0.3% |
| 6048000 | 124 | 0.3% |
| 1296000 | 116 | 0.3% |
| 9072000 | 107 | 0.2% |
| 8208000 | 83 | 0.2% |
| 3888000 | 73 | 0.2% |
| 12096000 | 63 | 0.1% |
| 432000 | 61 | 0.1% |
| Other values (37593) | 40057 |
| Value | Count | Frequency (%) |
| 0 | 3848 | |
| 5 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 55 | 1 | < 0.1% |
| 75 | 1 | < 0.1% |
| 155 | 1 | < 0.1% |
| 160 | 1 | < 0.1% |
| 165 | 1 | < 0.1% |
| 170 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 15009900 | 1 | |
| 14815850 | 1 | |
| 14469400 | 1 | |
| 14268300 | 1 | |
| 14239600 | 1 | |
| 14207100 | 1 | |
| 14193500 | 1 | |
| 14188750 | 1 | |
| 14187200 | 1 | |
| 14186000 | 1 |
| Distinct | 36397 |
|---|---|
| Distinct (%) | 80.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6181967.17 |
| Minimum | 0 |
|---|---|
| Maximum | 13907800 |
| Zeros | 2221 |
| Zeros (%) | 4.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1534 |
| Q1 | 1232346 |
| median | 8131560 |
| Q3 | 10373380 |
| 95-th percentile | 10702940 |
| Maximum | 13907800 |
| Range | 13907800 |
| Interquartile range (IQR) | 9141034 |
Descriptive statistics
| Standard deviation | 4348926.095 |
|---|---|
| Coefficient of variation (CV) | 0.7034857959 |
| Kurtosis | -1.674958651 |
| Mean | 6181967.17 |
| Median Absolute Deviation (MAD) | 2542080 |
| Skewness | -0.29062292 |
| Sum | 2.781328849 × 1011 |
| Variance | 1.891315818 × 1013 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2221 | 4.9% |
| 10368000 | 246 | 0.5% |
| 10713600 | 122 | 0.3% |
| 9676800 | 117 | 0.3% |
| 10022400 | 20 | < 0.1% |
| 10454680 | 19 | < 0.1% |
| 7257600 | 14 | < 0.1% |
| 10454800 | 11 | < 0.1% |
| 10771480 | 9 | < 0.1% |
| 10713640 | 9 | < 0.1% |
| Other values (36387) | 42203 |
| Value | Count | Frequency (%) |
| 0 | 2221 | |
| 12 | 1 | < 0.1% |
| 60 | 1 | < 0.1% |
| 120 | 1 | < 0.1% |
| 164 | 1 | < 0.1% |
| 208 | 1 | < 0.1% |
| 328 | 1 | < 0.1% |
| 372 | 1 | < 0.1% |
| 408 | 1 | < 0.1% |
| 468 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 13907800 | 1 | |
| 13875160 | 1 | |
| 13804080 | 1 | |
| 13757200 | 1 | |
| 13724640 | 1 | |
| 13709160 | 1 | |
| 13690400 | 1 | |
| 13585360 | 1 | |
| 13564200 | 1 | |
| 13540120 | 1 |
Var28
Real number (ℝ)
| Distinct | 4167 |
|---|---|
| Distinct (%) | 9.3% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 224.5076692 |
| Minimum | -66.88 |
|---|---|
| Maximum | 5158.56 |
| Zeros | 388 |
| Zeros (%) | 0.9% |
| Negative | 5 |
| Negative (%) | < 0.1% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | -66.88 |
|---|---|
| 5-th percentile | 100.32 |
| Q1 | 166.56 |
| median | 220.08 |
| Q3 | 266.4 |
| 95-th percentile | 361.408 |
| Maximum | 5158.56 |
| Range | 5225.44 |
| Interquartile range (IQR) | 99.84 |
Descriptive statistics
| Standard deviation | 98.52024028 |
|---|---|
| Coefficient of variation (CV) | 0.4388279503 |
| Kurtosis | 192.2093284 |
| Mean | 224.5076692 |
| Median Absolute Deviation (MAD) | 53.52 |
| Skewness | 6.196803699 |
| Sum | 10100375.53 |
| Variance | 9706.237745 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 166.56 | 7167 | 15.9% |
| 220.08 | 3649 | 8.1% |
| 186.64 | 3538 | 7.9% |
| 253.52 | 2994 | 6.7% |
| 200 | 2827 | 6.3% |
| 133.12 | 2187 | 4.9% |
| 286.96 | 1870 | 4.2% |
| 233.44 | 914 | 2.0% |
| 0 | 388 | 0.9% |
| 320.4 | 368 | 0.8% |
| Other values (4157) | 19087 |
| Value | Count | Frequency (%) |
| -66.88 | 1 | < 0.1% |
| -46.8 | 1 | < 0.1% |
| -33.52 | 1 | < 0.1% |
| -33.44 | 1 | < 0.1% |
| -20.08 | 1 | < 0.1% |
| 0 | 388 | |
| 0.08 | 2 | < 0.1% |
| 0.24528 | 1 | < 0.1% |
| 0.41464 | 1 | < 0.1% |
| 0.96 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5158.56 | 1 | |
| 3071.68 | 1 | |
| 2681.36 | 1 | |
| 2434.24 | 1 | |
| 2114.88 | 1 | |
| 2033.92 | 1 | |
| 2004.32 | 1 | |
| 1834.32 | 1 | |
| 1763.68 | 1 | |
| 1641.12 | 1 |
Var6
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGSKEWEDZEROS| Distinct | 1486 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 520 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1326.437116 |
| Minimum | 0 |
|---|---|
| Maximum | 131761 |
| Zeros | 976 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 56 |
| Q1 | 518 |
| median | 861 |
| Q3 | 1428 |
| 95-th percentile | 3598 |
| Maximum | 131761 |
| Range | 131761 |
| Interquartile range (IQR) | 910 |
Descriptive statistics
| Standard deviation | 2685.693668 |
|---|---|
| Coefficient of variation (CV) | 2.024742549 |
| Kurtosis | 686.5016016 |
| Mean | 1326.437116 |
| Median Absolute Deviation (MAD) | 434 |
| Skewness | 20.52705486 |
| Sum | 58987985 |
| Variance | 7212950.48 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 976 | 2.2% |
| 777 | 364 | 0.8% |
| 805 | 361 | 0.8% |
| 798 | 359 | 0.8% |
| 791 | 357 | 0.8% |
| 812 | 351 | 0.8% |
| 833 | 335 | 0.7% |
| 784 | 331 | 0.7% |
| 826 | 329 | 0.7% |
| 840 | 323 | 0.7% |
| Other values (1476) | 40385 | |
| (Missing) | 520 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 976 | |
| 7 | 148 | 0.3% |
| 14 | 196 | 0.4% |
| 21 | 167 | 0.4% |
| 28 | 160 | 0.4% |
| 35 | 156 | 0.3% |
| 42 | 149 | 0.3% |
| 49 | 147 | 0.3% |
| 56 | 153 | 0.3% |
| 63 | 148 | 0.3% |
| Value | Count | Frequency (%) |
| 131761 | 1 | |
| 115045 | 1 | |
| 114079 | 1 | |
| 110670 | 1 | |
| 110285 | 1 | |
| 105035 | 1 | |
| 103740 | 1 | |
| 101850 | 1 | |
| 91126 | 1 | |
| 82264 | 1 |
| Distinct | 30832 |
|---|---|
| Distinct (%) | 68.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2579106.928 |
| Minimum | 0 |
|---|---|
| Maximum | 18846900 |
| Zeros | 9405 |
| Zeros (%) | 20.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 7794 |
| median | 1290246 |
| Q3 | 4570944 |
| 95-th percentile | 8600040 |
| Maximum | 18846900 |
| Range | 18846900 |
| Interquartile range (IQR) | 4563150 |
Descriptive statistics
| Standard deviation | 3010076.456 |
|---|---|
| Coefficient of variation (CV) | 1.167100295 |
| Kurtosis | 0.5180993694 |
| Mean | 2579106.928 |
| Median Absolute Deviation (MAD) | 1290246 |
| Skewness | 1.09270252 |
| Sum | 1.160365998 × 1011 |
| Variance | 9.060560274 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9405 | 20.9% |
| 3628800 | 164 | 0.4% |
| 7257600 | 151 | 0.3% |
| 11404800 | 142 | 0.3% |
| 518400 | 130 | 0.3% |
| 1555200 | 122 | 0.3% |
| 2073600 | 105 | 0.2% |
| 10886400 | 87 | 0.2% |
| 1036800 | 81 | 0.2% |
| 4665600 | 80 | 0.2% |
| Other values (30822) | 34524 |
| Value | Count | Frequency (%) |
| 0 | 9405 | |
| 6 | 4 | < 0.1% |
| 12 | 2 | < 0.1% |
| 18 | 3 | < 0.1% |
| 30 | 2 | < 0.1% |
| 48 | 4 | < 0.1% |
| 54 | 4 | < 0.1% |
| 60 | 1 | < 0.1% |
| 66 | 2 | < 0.1% |
| 78 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 18846900 | 1 | < 0.1% |
| 18175260 | 1 | < 0.1% |
| 18144000 | 5 | |
| 17209020 | 1 | < 0.1% |
| 17127060 | 1 | < 0.1% |
| 17100180 | 1 | < 0.1% |
| 17095620 | 1 | < 0.1% |
| 16982400 | 1 | < 0.1% |
| 16816620 | 1 | < 0.1% |
| 16790640 | 1 | < 0.1% |
| Distinct | 33181 |
|---|---|
| Distinct (%) | 73.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 437340.3849 |
| Minimum | 0 |
|---|---|
| Maximum | 5735340 |
| Zeros | 6629 |
| Zeros (%) | 14.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 29808 |
| median | 208928 |
| Q3 | 614884 |
| 95-th percentile | 1610140 |
| Maximum | 5735340 |
| Range | 5735340 |
| Interquartile range (IQR) | 585076 |
Descriptive statistics
| Standard deviation | 604341.4702 |
|---|---|
| Coefficient of variation (CV) | 1.381856081 |
| Kurtosis | 8.86097759 |
| Mean | 437340.3849 |
| Median Absolute Deviation (MAD) | 208628 |
| Skewness | 2.56593524 |
| Sum | 1.967638126 × 1010 |
| Variance | 3.652286125 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6629 | 14.7% |
| 518400 | 240 | 0.5% |
| 1209600 | 232 | 0.5% |
| 172800 | 224 | 0.5% |
| 345600 | 155 | 0.3% |
| 864000 | 140 | 0.3% |
| 691200 | 126 | 0.3% |
| 1036800 | 125 | 0.3% |
| 1382400 | 105 | 0.2% |
| 2419200 | 104 | 0.2% |
| Other values (33171) | 36911 |
| Value | Count | Frequency (%) |
| 0 | 6629 | |
| 2 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| 10 | 1 | < 0.1% |
| 20 | 2 | < 0.1% |
| 32 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 48 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5735340 | 1 | < 0.1% |
| 5725300 | 1 | < 0.1% |
| 5159340 | 1 | < 0.1% |
| 5041500 | 1 | < 0.1% |
| 4960240 | 1 | < 0.1% |
| 4951500 | 1 | < 0.1% |
| 4838400 | 24 | |
| 4815480 | 1 | < 0.1% |
| 4783440 | 1 | < 0.1% |
| 4653700 | 1 | < 0.1% |
| Distinct | 10505 |
|---|---|
| Distinct (%) | 23.6% |
| Missing | 530 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27887.62518 |
| Minimum | 0 |
|---|---|
| Maximum | 5436045 |
| Zeros | 10134 |
| Zeros (%) | 22.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 234 |
| median | 6471 |
| Q3 | 31617 |
| 95-th percentile | 106236 |
| Maximum | 5436045 |
| Range | 5436045 |
| Interquartile range (IQR) | 31383 |
Descriptive statistics
| Standard deviation | 90128.38142 |
|---|---|
| Coefficient of variation (CV) | 3.231841394 |
| Kurtosis | 1030.805411 |
| Mean | 27887.62518 |
| Median Absolute Deviation (MAD) | 6471 |
| Skewness | 25.48195691 |
| Sum | 1239911703 |
| Variance | 8123125138 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 10134 | 22.5% |
| 153 | 70 | 0.2% |
| 171 | 57 | 0.1% |
| 225 | 56 | 0.1% |
| 117 | 55 | 0.1% |
| 198 | 54 | 0.1% |
| 423 | 52 | 0.1% |
| 207 | 50 | 0.1% |
| 261 | 49 | 0.1% |
| 333 | 49 | 0.1% |
| Other values (10495) | 33835 | |
| (Missing) | 530 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 10134 | |
| 9 | 7 | < 0.1% |
| 18 | 14 | < 0.1% |
| 27 | 15 | < 0.1% |
| 36 | 19 | < 0.1% |
| 45 | 23 | 0.1% |
| 54 | 16 | < 0.1% |
| 63 | 21 | < 0.1% |
| 72 | 38 | 0.1% |
| 81 | 39 | 0.1% |
| Value | Count | Frequency (%) |
| 5436045 | 1 | |
| 4707558 | 1 | |
| 4224582 | 1 | |
| 3890952 | 1 | |
| 3876957 | 1 | |
| 3725487 | 1 | |
| 3583998 | 1 | |
| 3172383 | 1 | |
| 2982132 | 1 | |
| 2812932 | 1 |
Var119
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGSKEWEDZEROS| Distinct | 1487 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 520 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 916.1121855 |
| Minimum | 0 |
|---|---|
| Maximum | 105060 |
| Zeros | 1181 |
| Zeros (%) | 2.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 70 |
| Q1 | 425 |
| median | 560 |
| Q3 | 895 |
| 95-th percentile | 2375 |
| Maximum | 105060 |
| Range | 105060 |
| Interquartile range (IQR) | 470 |
Descriptive statistics
| Standard deviation | 2165.433155 |
|---|---|
| Coefficient of variation (CV) | 2.363720502 |
| Kurtosis | 751.8609559 |
| Mean | 916.1121855 |
| Median Absolute Deviation (MAD) | 210 |
| Skewness | 22.45950376 |
| Sum | 40740425 |
| Variance | 4689100.75 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1181 | 2.6% |
| 510 | 659 | 1.5% |
| 520 | 620 | 1.4% |
| 505 | 615 | 1.4% |
| 500 | 604 | 1.3% |
| 515 | 595 | 1.3% |
| 525 | 576 | 1.3% |
| 530 | 553 | 1.2% |
| 495 | 550 | 1.2% |
| 490 | 525 | 1.2% |
| Other values (1477) | 37993 | |
| (Missing) | 520 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 1181 | |
| 5 | 50 | 0.1% |
| 10 | 76 | 0.2% |
| 15 | 65 | 0.1% |
| 20 | 70 | 0.2% |
| 25 | 78 | 0.2% |
| 30 | 81 | 0.2% |
| 35 | 90 | 0.2% |
| 40 | 87 | 0.2% |
| 45 | 87 | 0.2% |
| Value | Count | Frequency (%) |
| 105060 | 1 | |
| 99110 | 1 | |
| 95040 | 1 | |
| 90535 | 1 | |
| 87850 | 1 | |
| 81025 | 1 | |
| 79740 | 1 | |
| 75090 | 1 | |
| 71630 | 1 | |
| 70265 | 1 |
| Distinct | 29743 |
|---|---|
| Distinct (%) | 66.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1490153.837 |
| Minimum | 0 |
|---|---|
| Maximum | 19353600 |
| Zeros | 7076 |
| Zeros (%) | 15.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 89360 |
| median | 882000 |
| Q3 | 2309884 |
| 95-th percentile | 4843236 |
| Maximum | 19353600 |
| Range | 19353600 |
| Interquartile range (IQR) | 2220524 |
Descriptive statistics
| Standard deviation | 1853693.469 |
|---|---|
| Coefficient of variation (CV) | 1.243961143 |
| Kurtosis | 14.49326413 |
| Mean | 1490153.837 |
| Median Absolute Deviation (MAD) | 873536 |
| Skewness | 2.701615944 |
| Sum | 6.704351126 × 1010 |
| Variance | 3.436179478 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7076 | 15.7% |
| 1382400 | 916 | 2.0% |
| 2764800 | 751 | 1.7% |
| 5529600 | 553 | 1.2% |
| 4838400 | 427 | 0.9% |
| 4147200 | 426 | 0.9% |
| 691200 | 316 | 0.7% |
| 2073600 | 277 | 0.6% |
| 3456000 | 274 | 0.6% |
| 6220800 | 230 | 0.5% |
| Other values (29733) | 33745 |
| Value | Count | Frequency (%) |
| 0 | 7076 | |
| 8 | 4 | < 0.1% |
| 16 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 40 | 3 | < 0.1% |
| 48 | 2 | < 0.1% |
| 64 | 2 | < 0.1% |
| 72 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19353600 | 37 | |
| 19255840 | 1 | < 0.1% |
| 19211840 | 1 | < 0.1% |
| 19161680 | 1 | < 0.1% |
| 18471760 | 1 | < 0.1% |
| 18293120 | 1 | < 0.1% |
| 18130800 | 1 | < 0.1% |
| 18027120 | 1 | < 0.1% |
| 17912000 | 1 | < 0.1% |
| 17779360 | 1 | < 0.1% |
| Distinct | 20002 |
|---|---|
| Distinct (%) | 72.4% |
| Missing | 17371 |
| Missing (%) | 38.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98671.06586 |
| Minimum | 0 |
|---|---|
| Maximum | 5640330 |
| Zeros | 517 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 270 |
| Q1 | 8630.25 |
| median | 41091 |
| Q3 | 117353.25 |
| 95-th percentile | 373667.7 |
| Maximum | 5640330 |
| Range | 5640330 |
| Interquartile range (IQR) | 108723 |
Descriptive statistics
| Standard deviation | 180633.2968 |
|---|---|
| Coefficient of variation (CV) | 1.83066125 |
| Kurtosis | 105.6881779 |
| Mean | 98671.06586 |
| Median Absolute Deviation (MAD) | 38088 |
| Skewness | 7.171572418 |
| Sum | 2725294839 |
| Variance | 3.262838791 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 517 | 1.1% |
| 36 | 38 | 0.1% |
| 72 | 31 | 0.1% |
| 108 | 30 | 0.1% |
| 144 | 28 | 0.1% |
| 216 | 26 | 0.1% |
| 84 | 23 | 0.1% |
| 60 | 23 | 0.1% |
| 24 | 22 | < 0.1% |
| 96 | 22 | < 0.1% |
| Other values (19992) | 26860 | |
| (Missing) | 17371 |
| Value | Count | Frequency (%) |
| 0 | 517 | |
| 6 | 7 | < 0.1% |
| 9 | 5 | < 0.1% |
| 12 | 12 | < 0.1% |
| 18 | 20 | < 0.1% |
| 24 | 22 | < 0.1% |
| 27 | 11 | < 0.1% |
| 30 | 4 | < 0.1% |
| 36 | 38 | 0.1% |
| 42 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 5640330 | 1 | |
| 4366650 | 1 | |
| 4354110 | 1 | |
| 3869280 | 1 | |
| 3256830 | 1 | |
| 3128910 | 1 | |
| 3111960 | 1 | |
| 3075570 | 1 | |
| 2901870 | 1 | |
| 2772249 | 1 |
Var21
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSINGSKEWEDZEROS| Distinct | 734 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 520 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 234.5182254 |
| Minimum | 0 |
|---|---|
| Maximum | 36272 |
| Zeros | 1815 |
| Zeros (%) | 4.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 12 |
| Q1 | 112 |
| median | 144 |
| Q3 | 228 |
| 95-th percentile | 624 |
| Maximum | 36272 |
| Range | 36272 |
| Interquartile range (IQR) | 116 |
Descriptive statistics
| Standard deviation | 565.5601466 |
|---|---|
| Coefficient of variation (CV) | 2.411582919 |
| Kurtosis | 905.9595407 |
| Mean | 234.5182254 |
| Median Absolute Deviation (MAD) | 56 |
| Skewness | 23.7327518 |
| Sum | 10429260 |
| Variance | 319858.2794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 132 | 1847 | 4.1% |
| 136 | 1828 | 4.1% |
| 0 | 1815 | 4.0% |
| 124 | 1701 | 3.8% |
| 128 | 1680 | 3.7% |
| 140 | 1553 | 3.5% |
| 144 | 1363 | 3.0% |
| 148 | 1099 | 2.4% |
| 152 | 968 | 2.2% |
| 120 | 959 | 2.1% |
| Other values (724) | 29658 |
| Value | Count | Frequency (%) |
| 0 | 1815 | |
| 4 | 121 | 0.3% |
| 8 | 148 | 0.3% |
| 12 | 164 | 0.4% |
| 16 | 392 | 0.9% |
| 20 | 554 | 1.2% |
| 24 | 523 | 1.2% |
| 28 | 487 | 1.1% |
| 32 | 477 | 1.1% |
| 36 | 430 | 1.0% |
| Value | Count | Frequency (%) |
| 36272 | 1 | |
| 24940 | 1 | |
| 22376 | 1 | |
| 21768 | 1 | |
| 21336 | 1 | |
| 20708 | 1 | |
| 20652 | 1 | |
| 20568 | 1 | |
| 19772 | 1 | |
| 19304 | 1 |
| Distinct | 2648 |
|---|---|
| Distinct (%) | 6.0% |
| Missing | 530 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1381.259643 |
| Minimum | 0 |
|---|---|
| Maximum | 520545 |
| Zeros | 13090 |
| Zeros (%) | 29.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 220 |
| Q3 | 1350 |
| 95-th percentile | 6510 |
| Maximum | 520545 |
| Range | 520545 |
| Interquartile range (IQR) | 1350 |
Descriptive statistics
| Standard deviation | 3990.510522 |
|---|---|
| Coefficient of variation (CV) | 2.889037221 |
| Kurtosis | 6495.231107 |
| Mean | 1381.259643 |
| Median Absolute Deviation (MAD) | 220 |
| Skewness | 53.18814161 |
| Sum | 61412185 |
| Variance | 15924174.22 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13090 | |
| 5 | 552 | 1.2% |
| 10 | 480 | 1.1% |
| 15 | 412 | 0.9% |
| 20 | 370 | 0.8% |
| 30 | 305 | 0.7% |
| 40 | 292 | 0.6% |
| 25 | 289 | 0.6% |
| 65 | 264 | 0.6% |
| 35 | 262 | 0.6% |
| Other values (2638) | 28145 | |
| (Missing) | 530 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 13090 | |
| 5 | 552 | 1.2% |
| 10 | 480 | 1.1% |
| 15 | 412 | 0.9% |
| 20 | 370 | 0.8% |
| 25 | 289 | 0.6% |
| 30 | 305 | 0.7% |
| 35 | 262 | 0.6% |
| 40 | 292 | 0.6% |
| 45 | 254 | 0.6% |
| Value | Count | Frequency (%) |
| 520545 | 1 | |
| 124445 | 1 | |
| 101060 | 1 | |
| 92095 | 1 | |
| 77240 | 1 | |
| 69785 | 1 | |
| 54765 | 1 | |
| 54355 | 1 | |
| 53705 | 1 | |
| 49290 | 1 |
Var160
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 402 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.80300505 |
| Minimum | 0 |
|---|---|
| Maximum | 4862 |
| Zeros | 3848 |
| Zeros (%) | 8.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 10 |
| median | 22 |
| Q3 | 42 |
| 95-th percentile | 114 |
| Maximum | 4862 |
| Range | 4862 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 99.49714925 |
|---|---|
| Coefficient of variation (CV) | 2.564160923 |
| Kurtosis | 663.9229098 |
| Mean | 38.80300505 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 20.52796943 |
| Sum | 1745786 |
| Variance | 9899.682708 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3848 | 8.6% |
| 22 | 1898 | 4.2% |
| 2 | 1855 | 4.1% |
| 6 | 1850 | 4.1% |
| 4 | 1831 | 4.1% |
| 20 | 1827 | 4.1% |
| 18 | 1806 | 4.0% |
| 8 | 1781 | 4.0% |
| 16 | 1679 | 3.7% |
| 10 | 1651 | 3.7% |
| Other values (392) | 24965 |
| Value | Count | Frequency (%) |
| 0 | 3848 | |
| 2 | 1855 | |
| 4 | 1831 | |
| 6 | 1850 | |
| 8 | 1781 | |
| 10 | 1651 | |
| 12 | 1509 | 3.4% |
| 14 | 1559 | |
| 16 | 1679 | |
| 18 | 1806 |
| Value | Count | Frequency (%) |
| 4862 | 1 | |
| 4658 | 1 | |
| 4096 | 1 | |
| 4030 | 1 | |
| 3820 | 1 | |
| 3568 | 1 | |
| 3500 | 1 | |
| 3416 | 1 | |
| 3182 | 1 | |
| 3156 | 1 |
| Distinct | 2634 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 530 |
| Missing (%) | 1.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1249.688401 |
| Minimum | 0 |
|---|---|
| Maximum | 197872 |
| Zeros | 12258 |
| Zeros (%) | 27.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 232 |
| Q3 | 1604 |
| 95-th percentile | 5292 |
| Maximum | 197872 |
| Range | 197872 |
| Interquartile range (IQR) | 1604 |
Descriptive statistics
| Standard deviation | 2794.954874 |
|---|---|
| Coefficient of variation (CV) | 2.236521417 |
| Kurtosis | 669.9217499 |
| Mean | 1249.688401 |
| Median Absolute Deviation (MAD) | 232 |
| Skewness | 14.70173676 |
| Sum | 55562396 |
| Variance | 7811772.745 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12258 | |
| 4 | 703 | 1.6% |
| 8 | 436 | 1.0% |
| 12 | 366 | 0.8% |
| 16 | 339 | 0.8% |
| 24 | 324 | 0.7% |
| 20 | 317 | 0.7% |
| 28 | 286 | 0.6% |
| 36 | 256 | 0.6% |
| 44 | 239 | 0.5% |
| Other values (2624) | 28937 | |
| (Missing) | 530 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 12258 | |
| 4 | 703 | 1.6% |
| 8 | 436 | 1.0% |
| 12 | 366 | 0.8% |
| 16 | 339 | 0.8% |
| 20 | 317 | 0.7% |
| 24 | 324 | 0.7% |
| 28 | 286 | 0.6% |
| 32 | 237 | 0.5% |
| 36 | 256 | 0.6% |
| Value | Count | Frequency (%) |
| 197872 | 1 | |
| 97364 | 1 | |
| 81268 | 1 | |
| 80160 | 1 | |
| 71864 | 1 | |
| 62684 | 1 | |
| 61040 | 1 | |
| 57724 | 1 | |
| 51536 | 1 | |
| 50280 | 1 |
Var123
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONSKEWEDZEROS| Distinct | 298 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.18803761 |
| Minimum | 0 |
|---|---|
| Maximum | 13086 |
| Zeros | 9405 |
| Zeros (%) | 20.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 30 |
| Q3 | 72 |
| 95-th percentile | 138 |
| Maximum | 13086 |
| Range | 13086 |
| Interquartile range (IQR) | 66 |
Descriptive statistics
| Standard deviation | 221.5513025 |
|---|---|
| Coefficient of variation (CV) | 3.680985645 |
| Kurtosis | 1119.271439 |
| Mean | 60.18803761 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | 28.35425188 |
| Sum | 2707920 |
| Variance | 49084.97962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9405 | |
| 6 | 3863 | 8.6% |
| 12 | 3044 | 6.8% |
| 18 | 2540 | 5.6% |
| 24 | 2143 | 4.8% |
| 30 | 1784 | 4.0% |
| 48 | 1727 | 3.8% |
| 54 | 1685 | 3.7% |
| 36 | 1661 | 3.7% |
| 60 | 1657 | 3.7% |
| Other values (288) | 15482 |
| Value | Count | Frequency (%) |
| 0 | 9405 | |
| 6 | 3863 | |
| 12 | 3044 | 6.8% |
| 18 | 2540 | 5.6% |
| 24 | 2143 | 4.8% |
| 30 | 1784 | 4.0% |
| 36 | 1661 | 3.7% |
| 42 | 1615 | 3.6% |
| 48 | 1727 | 3.8% |
| 54 | 1685 | 3.7% |
| Value | Count | Frequency (%) |
| 13086 | 1 | |
| 10704 | 1 | |
| 10362 | 1 | |
| 9636 | 1 | |
| 9600 | 1 | |
| 9468 | 1 | |
| 9456 | 1 | |
| 9408 | 1 | |
| 8976 | 1 | |
| 7620 | 1 |
appetency
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 351.6 KiB |
| -1 | |
|---|---|
| 1 | 778 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 1.982707653 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | -1 |
|---|---|
| 2nd row | -1 |
| 3rd row | -1 |
| 4th row | -1 |
| 5th row | -1 |
Common Values
| Value | Count | Frequency (%) |
| -1 | 44213 | |
| 1 | 778 | 1.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 1 | 44991 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
ValidValues
Real number (ℝ≥0)
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.23811429 |
| Minimum | 12 |
|---|---|
| Maximum | 21 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 351.6 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 20 |
| median | 20 |
| Q3 | 21 |
| 95-th percentile | 21 |
| Maximum | 21 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8947263637 |
|---|---|
| Coefficient of variation (CV) | 0.04420996694 |
| Kurtosis | 6.7329992 |
| Mean | 20.23811429 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -2.00571114 |
| Sum | 910533 |
| Variance | 0.800535266 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21 | 19576 | |
| 20 | 19268 | |
| 19 | 5098 | 11.3% |
| 16 | 513 | 1.1% |
| 17 | 486 | 1.1% |
| 15 | 47 | 0.1% |
| 14 | 2 | < 0.1% |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 14 | 2 | < 0.1% |
| 15 | 47 | 0.1% |
| 16 | 513 | 1.1% |
| 17 | 486 | 1.1% |
| 19 | 5098 | 11.3% |
| 20 | 19268 | |
| 21 | 19576 |
| Value | Count | Frequency (%) |
| 21 | 19576 | |
| 20 | 19268 | |
| 19 | 5098 | 11.3% |
| 17 | 486 | 1.1% |
| 16 | 513 | 1.1% |
| 15 | 47 | 0.1% |
| 14 | 2 | < 0.1% |
| 12 | 1 | < 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Unnamed: 0 | Var113 | Var57 | Var126 | Var81 | Var73 | Var133 | Var153 | Var28 | Var6 | Var38 | Var134 | Var125 | Var119 | Var76 | Var94 | Var21 | Var140 | Var160 | Var13 | Var123 | appetency | ValidValues | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 117625.60 | 4.076907 | 8.0 | 7333.11 | 36 | 1212385.0 | 1812252.0 | 166.56 | 1526.0 | 3570.0 | 69134.0 | 720.0 | 1175.0 | 1350864.0 | NaN | 464.0 | 185.0 | 142.0 | 184.0 | 6.0 | -1 | 20 |
| 1 | 1 | -356411.60 | 5.408032 | NaN | 151098.90 | 26 | 4136430.0 | 10439160.0 | 353.52 | 525.0 | 4764966.0 | 357038.0 | 0.0 | 590.0 | 2872928.0 | 58158.0 | 168.0 | 0.0 | 32.0 | 0.0 | 72.0 | -1 | 20 |
| 2 | 2 | 405104.00 | 6.599658 | -28.0 | 16211.58 | 130 | 3478905.0 | 9826360.0 | 220.08 | 5236.0 | 5883894.0 | 248932.0 | 5967.0 | 3230.0 | 1675776.0 | NaN | 1212.0 | 800.0 | 206.0 | 904.0 | 114.0 | -1 | 20 |
| 3 | 3 | -275703.60 | 1.988250 | -14.0 | NaN | 12 | 0.0 | 0.0 | 22.08 | NaN | 0.0 | 0.0 | 0.0 | NaN | 0.0 | NaN | NaN | 0.0 | 0.0 | 0.0 | 0.0 | -1 | 16 |
| 4 | 4 | 10714.84 | 4.552446 | 58.0 | 37423.50 | 82 | 150650.0 | 644836.0 | 200.00 | 1029.0 | 0.0 | 66046.0 | 15111.0 | 215.0 | 784448.0 | 89754.0 | 64.0 | 3255.0 | 2.0 | 3216.0 | 0.0 | -1 | 21 |
| 5 | 5 | 369814.00 | 0.166417 | NaN | 11370.72 | 126 | 641020.0 | 745620.0 | 200.00 | 658.0 | 0.0 | 43684.0 | 1935.0 | 755.0 | 209048.0 | NaN | 224.0 | 355.0 | 68.0 | 3156.0 | 0.0 | -1 | 19 |
| 6 | 6 | -808528.00 | 5.448622 | -24.0 | 31655.40 | 114 | 1664450.0 | 2345424.0 | 176.56 | 1680.0 | 13158.0 | 104978.0 | 13194.0 | 1080.0 | 1030800.0 | NaN | 308.0 | 1665.0 | 52.0 | 2952.0 | 24.0 | -1 | 20 |
| 7 | 7 | 101923.60 | 5.067507 | -8.0 | 402441.00 | 18 | 3839825.0 | 10577000.0 | 230.56 | 77.0 | 3776496.0 | 1284128.0 | 0.0 | 215.0 | 0.0 | NaN | 32.0 | 0.0 | 6.0 | 0.0 | 12.0 | -1 | 20 |
| 8 | 8 | 161314.40 | 2.045717 | NaN | 117761.70 | 72 | 3830510.0 | 10405680.0 | 300.32 | 1176.0 | 6014460.0 | 203586.0 | 2754.0 | 790.0 | 1933712.0 | 45645.0 | 200.0 | 3080.0 | 26.0 | 2912.0 | 90.0 | -1 | 20 |
| 9 | 9 | 842480.00 | 6.326853 | NaN | 149686.50 | 114 | 2577245.0 | 7608840.0 | 166.56 | 1141.0 | 5317974.0 | 210014.0 | 6561.0 | 1065.0 | 1858088.0 | 125064.0 | 208.0 | 155.0 | 28.0 | 164.0 | 66.0 | -1 | 20 |
Last rows
| Unnamed: 0 | Var113 | Var57 | Var126 | Var81 | Var73 | Var133 | Var153 | Var28 | Var6 | Var38 | Var134 | Var125 | Var119 | Var76 | Var94 | Var21 | Var140 | Var160 | Var13 | Var123 | appetency | ValidValues | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 44981 | 49989 | 554276.0 | 1.395642 | -24.0 | 187491.90 | 56 | 4266085.0 | 10609400.0 | 301.60 | 819.0 | 4920432.0 | 633616.0 | 126.0 | 560.0 | 2534456.0 | 21504.0 | 140.0 | 220.0 | 22.0 | 24.0 | 66.0 | -1 | 21 |
| 44982 | 49990 | -224513.2 | 3.279641 | -28.0 | 118875.30 | 146 | 9833250.0 | 8641520.0 | 186.64 | 1456.0 | 17154.0 | 381750.0 | 33732.0 | 890.0 | 0.0 | 64131.0 | 36.0 | 3360.0 | 10.0 | 2468.0 | 6.0 | -1 | 21 |
| 44983 | 49991 | 49544.0 | 5.180517 | NaN | 27292.08 | 28 | 2691825.0 | 10176080.0 | 415.92 | 1981.0 | 2074416.0 | 1872306.0 | 0.0 | 2515.0 | 3716504.0 | 401535.0 | 136.0 | 0.0 | 18.0 | 0.0 | 30.0 | -1 | 20 |
| 44984 | 49992 | -863436.0 | 3.598804 | -30.0 | 74516.09 | 68 | 2456970.0 | 5392960.0 | 210.00 | 1295.0 | 2131206.0 | 203168.0 | 17478.0 | 1015.0 | 1579632.0 | 288420.0 | 420.0 | 6275.0 | 86.0 | 1672.0 | 78.0 | -1 | 21 |
| 44985 | 49993 | 135192.0 | 4.537919 | 8.0 | 57838.80 | 32 | 4519225.0 | 10451280.0 | 253.52 | 2226.0 | 2848182.0 | 1267338.0 | 35019.0 | 705.0 | 1636536.0 | 13152.0 | 136.0 | 165.0 | 24.0 | 1236.0 | 36.0 | -1 | 21 |
| 44986 | 49994 | 304881.2 | 0.437941 | -26.0 | 13791.54 | 14 | 1209150.0 | 3640968.0 | 336.56 | 266.0 | 2214786.0 | 227884.0 | 0.0 | 990.0 | 356104.0 | 114933.0 | 792.0 | 0.0 | 104.0 | 0.0 | 324.0 | -1 | 21 |
| 44987 | 49995 | 85899.6 | 2.757958 | -28.0 | 219451.20 | 22 | 4467425.0 | 10367040.0 | 288.08 | 357.0 | 6042420.0 | 0.0 | 0.0 | 510.0 | 2764800.0 | 3825.0 | 132.0 | 0.0 | 22.0 | 0.0 | 84.0 | 1 | 21 |
| 44988 | 49996 | -1461768.0 | 0.594958 | -30.0 | 8836.47 | 132 | 1433830.0 | 1344900.0 | 166.56 | 1078.0 | 0.0 | 39652.0 | 29862.0 | 1460.0 | 224344.0 | 4812.0 | 380.0 | 0.0 | 150.0 | 2736.0 | 0.0 | 1 | 21 |
| 44989 | 49997 | 105957.6 | 6.574023 | NaN | 6124.29 | 166 | 734845.0 | 1242044.0 | 166.56 | 2807.0 | 42210.0 | 131588.0 | 7209.0 | 1745.0 | 633552.0 | 161457.0 | 568.0 | 675.0 | 124.0 | 1460.0 | 42.0 | -1 | 20 |
| 44990 | 49999 | 150766.4 | 1.134800 | -30.0 | 61882.50 | 38 | 7412900.0 | 10679800.0 | 220.08 | 1694.0 | 2691228.0 | 95728.0 | 10296.0 | 665.0 | 4571696.0 | 32274.0 | 192.0 | 3350.0 | 50.0 | 828.0 | 36.0 | -1 | 21 |